Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	10626
Missing cells	10626
Missing cells (%)	6.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	120.0 B

Variable types

Numeric	14
Unsupported	1

Alerts

`time(s)` is highly correlated with `T1` and 12 other fields	High correlation
`T1` is highly correlated with `time(s)` and 12 other fields	High correlation
`T2` is highly correlated with `time(s)` and 12 other fields	High correlation
`T3` is highly correlated with `time(s)` and 12 other fields	High correlation
`T4` is highly correlated with `time(s)` and 12 other fields	High correlation
`T5` is highly correlated with `time(s)` and 12 other fields	High correlation
`T6` is highly correlated with `time(s)` and 12 other fields	High correlation
`T7` is highly correlated with `time(s)` and 12 other fields	High correlation
`T8` is highly correlated with `time(s)` and 12 other fields	High correlation
`T9` is highly correlated with `time(s)` and 12 other fields	High correlation
`T10` is highly correlated with `time(s)` and 12 other fields	High correlation
`T11` is highly correlated with `time(s)` and 12 other fields	High correlation
`T12` is highly correlated with `time(s)` and 12 other fields	High correlation
`Z` is highly correlated with `time(s)` and 12 other fields	High correlation
`S` has 10626 (100.0%) missing values	Missing
`time(s)` is uniformly distributed	Uniform
`time(s)` has unique values	Unique
`S` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2022-11-11 03:26:14.679003
Analysis finished	2022-11-11 03:26:25.408490
Duration	10.73 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

time(s)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	10626
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26562.5

Minimum	0
Maximum	53125
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	0
5-th percentile	2656.25
Q1	13281.25
median	26562.5
Q3	39843.75
95-th percentile	50468.75
Maximum	53125
Range	53125
Interquartile range (IQR)	26562.5

Descriptive statistics

Standard deviation	15338.03157
Coefficient of variation (CV)	0.5774317768
Kurtosis	-1.2
Mean	26562.5
Median Absolute Deviation (MAD)	13282.5
Skewness	0
Sum	282253125
Variance	235255212.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
35385	1	< 0.1%
35395	1	< 0.1%
35400	1	< 0.1%
35405	1	< 0.1%
35410	1	< 0.1%
35415	1	< 0.1%
35420	1	< 0.1%
35425	1	< 0.1%
35430	1	< 0.1%
Other values (10616)	10616	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
5	1	< 0.1%
10	1	< 0.1%
15	1	< 0.1%
20	1	< 0.1%
25	1	< 0.1%
30	1	< 0.1%
35	1	< 0.1%
40	1	< 0.1%
45	1	< 0.1%

Value	Count	Frequency (%)
53125	1	< 0.1%
53120	1	< 0.1%
53115	1	< 0.1%
53110	1	< 0.1%
53105	1	< 0.1%
53100	1	< 0.1%
53095	1	< 0.1%
53090	1	< 0.1%
53085	1	< 0.1%
53080	1	< 0.1%

S
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	10626
Missing (%)	100.0%
Memory size	83.1 KiB

T1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	103
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.68203463

Minimum	23.3
Maximum	28.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	23.3
5-th percentile	23.3
Q1	23.7
median	27.1
Q3	27.4
95-th percentile	27.7
Maximum	28.9
Range	5.6
Interquartile range (IQR)	3.7

Descriptive statistics

Standard deviation	1.853461256
Coefficient of variation (CV)	0.07216956454
Kurtosis	-1.88007678
Mean	25.68203463
Median Absolute Deviation (MAD)	0.6
Skewness	-0.192270453
Sum	272897.3
Variance	3.435318627
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.2	1844	17.4%
27.4	979	9.2%
23.8	808	7.6%
23.5	770	7.2%
27.6	760	7.2%
23.6	694	6.5%
27.1	647	6.1%
23.3	624	5.9%
23.4	527	5.0%
23.7	451	4.2%
Other values (93)	2522	23.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.3	624	5.9%
23.35	2	< 0.1%
23.4	527	5.0%
23.45	3	< 0.1%
23.5	770	7.2%
23.55	4	< 0.1%
23.6	694	6.5%
23.65	4	< 0.1%
23.7	451	4.2%
23.75	6	0.1%

Value	Count	Frequency (%)
28.9	12	0.1%
28.85	1	< 0.1%
28.75	1	< 0.1%
28.7	1	< 0.1%
28.5	1	< 0.1%
28.45	1	< 0.1%
28.25	1	< 0.1%
28.15	1	< 0.1%
28.05	13	0.1%
28	3	< 0.1%

T2
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.30031056

Minimum	22.6
Maximum	23.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	22.6
5-th percentile	22.8
Q1	23
median	23.3
Q3	23.5
95-th percentile	23.8
Maximum	23.8
Range	1.2
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.3054930788
Coefficient of variation (CV)	0.01311111618
Kurtosis	-0.8992138609
Mean	23.30031056
Median Absolute Deviation (MAD)	0.2
Skewness	-0.1643788012
Sum	247589.1
Variance	0.09332602119
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
23.5	1760	16.6%
23.3	1578	14.9%
23.4	1011	9.5%
22.9	1000	9.4%
23	984	9.3%
23.8	871	8.2%
23.1	746	7.0%
23.7	734	6.9%
23.2	605	5.7%
23.6	541	5.1%
Other values (3)	796	7.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.6	81	0.8%
22.7	221	2.1%
22.8	494	4.6%
22.9	1000	9.4%
23	984	9.3%
23.1	746	7.0%
23.2	605	5.7%
23.3	1578	14.9%
23.4	1011	9.5%
23.5	1760	16.6%

Value	Count	Frequency (%)
23.8	871	8.2%
23.7	734	6.9%
23.6	541	5.1%
23.5	1760	16.6%
23.4	1011	9.5%
23.3	1578	14.9%
23.2	605	5.7%
23.1	746	7.0%
23	984	9.3%
22.9	1000	9.4%

T3
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	15
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.18238283

Minimum	22.4
Maximum	23.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	22.4
5-th percentile	22.6
Q1	22.8
median	23.2
Q3	23.6
95-th percentile	23.8
Maximum	23.8
Range	1.4
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.4189355774
Coefficient of variation (CV)	0.01807129062
Kurtosis	-1.312863371
Mean	23.18238283
Median Absolute Deviation (MAD)	0.4
Skewness	-0.04841374595
Sum	246336
Variance	0.175507018
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
23.4	1402	13.2%
23.6	1402	13.2%
23.8	1401	13.2%
22.7	1320	12.4%
22.6	827	7.8%
23.3	718	6.8%
22.8	657	6.2%
23	616	5.8%
23.1	592	5.6%
22.9	552	5.2%
Other values (5)	1139	10.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.4	121	1.1%
22.5	277	2.6%
22.6	827	7.8%
22.7	1320	12.4%
22.8	657	6.2%
22.9	552	5.2%
23	616	5.8%
23.1	592	5.6%
23.2	450	4.2%
23.3	718	6.8%

Value	Count	Frequency (%)
23.8	1401	13.2%
23.7	148	1.4%
23.6	1402	13.2%
23.5	143	1.3%
23.4	1402	13.2%
23.3	718	6.8%
23.2	450	4.2%
23.1	592	5.6%
23	616	5.8%
22.9	552	5.2%

T4
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	17
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.00089403

Minimum	23.3
Maximum	24.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	23.3
5-th percentile	23.4
Q1	23.7
median	24
Q3	24.3
95-th percentile	24.7
Maximum	24.9
Range	1.6
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.3975905676
Coefficient of variation (CV)	0.01656565656
Kurtosis	-0.7015185816
Mean	24.00089403
Median Absolute Deviation (MAD)	0.3
Skewness	0.1509842953
Sum	255033.5
Variance	0.1580782595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
24.2	1130	10.6%
24.3	957	9.0%
23.8	933	8.8%
24.1	874	8.2%
23.7	828	7.8%
23.9	817	7.7%
24	787	7.4%
23.6	750	7.1%
23.5	622	5.9%
23.3	501	4.7%
Other values (7)	2427	22.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.3	501	4.7%
23.4	456	4.3%
23.5	622	5.9%
23.6	750	7.1%
23.7	828	7.8%
23.8	933	8.8%
23.9	817	7.7%
24	787	7.4%
24.1	874	8.2%
24.2	1130	10.6%

Value	Count	Frequency (%)
24.9	170	1.6%
24.8	251	2.4%
24.7	190	1.8%
24.6	407	3.8%
24.5	488	4.6%
24.4	465	4.4%
24.3	957	9.0%
24.2	1130	10.6%
24.1	874	8.2%
24	787	7.4%

T5
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.69240542

Minimum	23.4
Maximum	24.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	23.4
5-th percentile	23.4
Q1	23.5
median	23.7
Q3	23.9
95-th percentile	24.1
Maximum	24.3
Range	0.9
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.2298965737
Coefficient of variation (CV)	0.009703386785
Kurtosis	-0.4061090783
Mean	23.69240542
Median Absolute Deviation (MAD)	0.2
Skewness	0.5709981935
Sum	251755.5
Variance	0.05285243458
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
23.6	2018	19.0%
23.4	1954	18.4%
23.7	1696	16.0%
24	1267	11.9%
23.5	1246	11.7%
23.8	958	9.0%
23.9	889	8.4%
24.2	216	2.0%
24.3	210	2.0%
24.1	172	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.4	1954	18.4%
23.5	1246	11.7%
23.6	2018	19.0%
23.7	1696	16.0%
23.8	958	9.0%
23.9	889	8.4%
24	1267	11.9%
24.1	172	1.6%
24.2	216	2.0%
24.3	210	2.0%

Value	Count	Frequency (%)
24.3	210	2.0%
24.2	216	2.0%
24.1	172	1.6%
24	1267	11.9%
23.9	889	8.4%
23.8	958	9.0%
23.7	1696	16.0%
23.6	2018	19.0%
23.5	1246	11.7%
23.4	1954	18.4%

T6
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.49032562

Minimum	23.3
Maximum	23.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	23.3
5-th percentile	23.3
Q1	23.3
median	23.5
Q3	23.6
95-th percentile	23.8
Maximum	23.9
Range	0.6
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.1671365693
Coefficient of variation (CV)	0.007115123562
Kurtosis	-0.9323462413
Mean	23.49032562
Median Absolute Deviation (MAD)	0.2
Skewness	0.4621150992
Sum	249608.2
Variance	0.02793463279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
23.3	2998	28.2%
23.4	2022	19.0%
23.5	2002	18.8%
23.7	1868	17.6%
23.6	1058	10.0%
23.8	516	4.9%
23.9	162	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.3	2998	28.2%
23.4	2022	19.0%
23.5	2002	18.8%
23.6	1058	10.0%
23.7	1868	17.6%
23.8	516	4.9%
23.9	162	1.5%

Value	Count	Frequency (%)
23.9	162	1.5%
23.8	516	4.9%
23.7	1868	17.6%
23.6	1058	10.0%
23.5	2002	18.8%
23.4	2022	19.0%
23.3	2998	28.2%

T7
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	15
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.05725579

Minimum	22.3
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	22.3
5-th percentile	22.4
Q1	22.6
median	23.1
Q3	23.5
95-th percentile	23.7
Maximum	23.7
Range	1.4
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.4390798484
Coefficient of variation (CV)	0.01904302283
Kurtosis	-1.372399823
Mean	23.05725579
Median Absolute Deviation (MAD)	0.4
Skewness	-0.01694055393
Sum	245006.4
Variance	0.1927911133
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
23.3	1437	13.5%
23.7	1428	13.4%
23.5	1351	12.7%
22.5	1069	10.1%
22.6	889	8.4%
22.9	717	6.7%
22.4	717	6.7%
22.7	685	6.4%
22.8	560	5.3%
23.2	550	5.2%
Other values (5)	1223	11.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.3	110	1.0%
22.4	717	6.7%
22.5	1069	10.1%
22.6	889	8.4%
22.7	685	6.4%
22.8	560	5.3%
22.9	717	6.7%
23	512	4.8%
23.1	315	3.0%
23.2	550	5.2%

Value	Count	Frequency (%)
23.7	1428	13.4%
23.6	164	1.5%
23.5	1351	12.7%
23.4	122	1.1%
23.3	1437	13.5%
23.2	550	5.2%
23.1	315	3.0%
23	512	4.8%
22.9	717	6.7%
22.8	560	5.3%

T8
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.36667608

Minimum	22.9
Maximum	23.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	22.9
5-th percentile	23
Q1	23.2
median	23.3
Q3	23.5
95-th percentile	23.7
Maximum	23.8
Range	0.9
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.2379223796
Coefficient of variation (CV)	0.01018212342
Kurtosis	-1.104462628
Mean	23.36667608
Median Absolute Deviation (MAD)	0.2
Skewness	-0.0557047304
Sum	248294.3
Variance	0.05660705873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
23.5	2050	19.3%
23.3	1962	18.5%
23.7	1827	17.2%
23.1	1151	10.8%
23	1124	10.6%
23.2	1000	9.4%
23.4	665	6.3%
23.6	541	5.1%
22.9	163	1.5%
23.8	143	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.9	163	1.5%
23	1124	10.6%
23.1	1151	10.8%
23.2	1000	9.4%
23.3	1962	18.5%
23.4	665	6.3%
23.5	2050	19.3%
23.6	541	5.1%
23.7	1827	17.2%
23.8	143	1.3%

Value	Count	Frequency (%)
23.8	143	1.3%
23.7	1827	17.2%
23.6	541	5.1%
23.5	2050	19.3%
23.4	665	6.3%
23.3	1962	18.5%
23.2	1000	9.4%
23.1	1151	10.8%
23	1124	10.6%
22.9	163	1.5%

T9
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	83
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.5630296

Minimum	25.325
Maximum	29.22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	25.325
5-th percentile	26.37
Q1	26.655
median	27.605
Q3	28.365
95-th percentile	28.8875
Maximum	29.22
Range	3.895
Interquartile range (IQR)	1.71

Descriptive statistics

Standard deviation	0.9050146142
Coefficient of variation (CV)	0.03283436645
Kurtosis	-1.354572545
Mean	27.5630296
Median Absolute Deviation (MAD)	0.855
Skewness	-0.002926015229
Sum	292884.7525
Variance	0.8190514519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.56	833	7.8%
26.655	757	7.1%
26.465	515	4.8%
28.365	513	4.8%
28.745	491	4.6%
28.175	457	4.3%
26.845	443	4.2%
28.27	429	4.0%
28.08	428	4.0%
28.555	392	3.7%
Other values (73)	5368	50.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.325	26	0.2%
25.3725	3	< 0.1%
25.42	38	0.4%
25.4675	1	< 0.1%
25.515	9	0.1%
25.5625	1	< 0.1%
25.61	5	< 0.1%
25.6575	1	< 0.1%
25.705	7	0.1%
25.7525	1	< 0.1%

Value	Count	Frequency (%)
29.22	15	0.1%
29.1725	2	< 0.1%
29.125	96	0.9%
29.0775	8	0.1%
29.03	129	1.2%
28.9825	14	0.1%
28.935	247	2.3%
28.8875	28	0.3%
28.84	236	2.2%
28.7925	37	0.3%

T10
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	49
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.19644786

Minimum	22.8
Maximum	27.36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	22.8
5-th percentile	23.465
Q1	23.94
median	25.27
Q3	26.315
95-th percentile	27.075
Maximum	27.36
Range	4.56
Interquartile range (IQR)	2.375

Descriptive statistics

Standard deviation	1.252554823
Coefficient of variation (CV)	0.04971156372
Kurtosis	-1.473286448
Mean	25.19644786
Median Absolute Deviation (MAD)	1.14
Skewness	-0.02658268371
Sum	267737.455
Variance	1.568893586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
23.56	772	7.3%
26.41	555	5.2%
26.315	520	4.9%
23.655	441	4.2%
26.505	429	4.0%
24.035	413	3.9%
23.465	400	3.8%
24.225	361	3.4%
26.03	352	3.3%
26.125	328	3.1%
Other values (39)	6055	57.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.8	61	0.6%
22.895	22	0.2%
22.99	7	0.1%
23.085	2	< 0.1%
23.18	3	< 0.1%
23.275	6	0.1%
23.37	91	0.9%
23.465	400	3.8%
23.56	772	7.3%
23.655	441	4.2%

Value	Count	Frequency (%)
27.36	47	0.4%
27.265	118	1.1%
27.17	200	1.9%
27.075	179	1.7%
26.98	228	2.1%
26.885	215	2.0%
26.79	185	1.7%
26.695	201	1.9%
26.6	187	1.8%
26.505	429	4.0%

T11
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	24
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.93158291

Minimum	21.7
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	21.7
5-th percentile	22
Q1	22.4
median	23
Q3	23.4
95-th percentile	23.7
Maximum	24
Range	2.3
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.5683131511
Coefficient of variation (CV)	0.02478298831
Kurtosis	-1.212264942
Mean	22.93158291
Median Absolute Deviation (MAD)	0.5
Skewness	-0.1820944225
Sum	243671
Variance	0.3229798377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
23.6	854	8.0%
23.5	850	8.0%
23.4	807	7.6%
22.2	658	6.2%
22.4	607	5.7%
23.3	605	5.7%
22.3	598	5.6%
23.2	568	5.3%
22.5	554	5.2%
22.6	524	4.9%
Other values (14)	4001	37.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.7	2	< 0.1%
21.8	141	1.3%
21.9	299	2.8%
22	219	2.1%
22.1	249	2.3%
22.2	658	6.2%
22.3	598	5.6%
22.4	607	5.7%
22.5	554	5.2%
22.6	524	4.9%

Value	Count	Frequency (%)
24	12	0.1%
23.9	84	0.8%
23.8	317	3.0%
23.7	520	4.9%
23.6	854	8.0%
23.5	850	8.0%
23.4	807	7.6%
23.3	605	5.7%
23.2	568	5.3%
23.1	431	4.1%

T12
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	22
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.87885375

Minimum	21.7
Maximum	23.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	21.7
5-th percentile	22.2
Q1	22.4
median	22.9
Q3	23.3
95-th percentile	23.7
Maximum	23.8
Range	2.1
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.4979202335
Coefficient of variation (CV)	0.02176333827
Kurtosis	-0.9892342376
Mean	22.87885375
Median Absolute Deviation (MAD)	0.4
Skewness	-0.0467237516
Sum	243110.7
Variance	0.2479245589
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
22.3	961	9.0%
23.4	841	7.9%
23.3	823	7.7%
22.6	775	7.3%
23.1	734	6.9%
22.2	729	6.9%
22.4	724	6.8%
22.7	721	6.8%
23.2	605	5.7%
22.9	587	5.5%
Other values (12)	3126	29.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.7	136	1.3%
21.8	48	0.5%
21.9	45	0.4%
22	23	0.2%
22.1	46	0.4%
22.2	729	6.9%
22.3	961	9.0%
22.4	724	6.8%
22.5	572	5.4%
22.6	775	7.3%

Value	Count	Frequency (%)
23.8	168	1.6%
23.7	413	3.9%
23.6	468	4.4%
23.5	429	4.0%
23.4	841	7.9%
23.3	823	7.7%
23.2	605	5.7%
23.1	734	6.9%
23	407	3.8%
22.9	587	5.5%

Z
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	141
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	929.8667307

Minimum	900.656
Maximum	977.438
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.1 KiB

Quantile statistics

Minimum	900.656
5-th percentile	901.875
Q1	903.094
median	909.4925
Q3	962.2035
95-th percentile	975
Maximum	977.438
Range	76.782
Interquartile range (IQR)	59.1095

Descriptive statistics

Standard deviation	29.37278413
Coefficient of variation (CV)	0.03158816544
Kurtosis	-1.593246873
Mean	929.8667307
Median Absolute Deviation (MAD)	7.6175
Skewness	0.39095126
Sum	9880763.88
Variance	862.7604474
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
903.094	2926	27.5%
901.875	902	8.5%
904.313	586	5.5%
973.781	320	3.0%
902.4845	278	2.6%
903.7035	275	2.6%
976.219	258	2.4%
975	242	2.3%
968.906	232	2.2%
967.688	227	2.1%
Other values (131)	4380	41.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
900.656	14	0.1%
901.2655	29	0.3%
901.875	902	8.5%
902.4845	278	2.6%
903.094	2926	27.5%
903.7035	275	2.6%
904.313	586	5.5%
904.922	25	0.2%
905.531	93	0.9%
905.5315	1	< 0.1%

Value	Count	Frequency (%)
977.438	71	0.7%
976.8285	5	< 0.1%
976.219	258	2.4%
975.6095	45	0.4%
975	242	2.3%
974.3905	24	0.2%
973.7815	1	< 0.1%
973.781	320	3.0%
973.172	19	0.2%
972.563	180	1.7%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	time(s)	S	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12	Z
0	0	NaN	23.4	23.2	23.2	23.3	23.5	23.8	23.2	23.2	25.42	22.990	21.9	21.8	968.297
1	5	NaN	23.4	23.2	23.2	23.3	23.5	23.8	23.2	23.2	25.42	22.990	21.9	21.8	967.688
2	10	NaN	23.4	23.2	23.2	23.3	23.5	23.8	23.2	23.2	25.42	22.990	21.9	21.8	967.688
3	15	NaN	23.4	23.2	23.2	23.3	23.5	23.8	23.2	23.2	25.42	22.895	21.9	21.8	967.688
4	20	NaN	23.4	23.2	23.2	23.3	23.5	23.8	23.2	23.2	25.42	22.895	21.9	21.8	967.688
5	25	NaN	23.4	23.2	23.2	23.3	23.5	23.8	23.2	23.2	25.42	22.895	21.9	21.8	967.688
6	30	NaN	23.4	23.2	23.2	23.3	23.5	23.8	23.2	23.2	25.42	22.895	21.9	21.8	968.297
7	35	NaN	23.4	23.2	23.2	23.3	23.5	23.8	23.2	23.2	25.42	22.895	21.9	21.8	968.297
8	40	NaN	23.4	23.2	23.2	23.3	23.5	23.8	23.2	23.2	25.42	22.895	21.9	21.8	968.297
9	45	NaN	23.4	23.2	23.2	23.3	23.5	23.8	23.2	23.2	25.42	22.895	21.9	21.8	968.297

Last rows

	time(s)	S	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12	Z
10616	53080	NaN	27.8	23.7	23.4	24.9	24.3	23.9	23.3	23.8	27.985	26.125	23.6	23.6	903.0940
10617	53085	NaN	27.8	23.7	23.4	24.9	24.3	23.9	23.3	23.8	27.985	26.125	23.6	23.6	903.0940
10618	53090	NaN	27.8	23.7	23.4	24.9	24.3	23.9	23.3	23.8	27.985	26.125	23.6	23.6	902.4845
10619	53095	NaN	27.8	23.7	23.4	24.9	24.3	23.9	23.3	23.8	27.985	26.030	23.6	23.6	902.4845
10620	53100	NaN	27.8	23.7	23.4	24.9	24.3	23.9	23.3	23.8	27.985	26.030	23.6	23.6	902.4845
10621	53105	NaN	27.8	23.7	23.4	24.9	24.3	23.9	23.3	23.8	27.985	26.030	23.6	23.6	903.0940
10622	53110	NaN	27.8	23.7	23.4	24.9	24.3	23.9	23.3	23.8	27.985	26.030	23.6	23.6	903.0940
10623	53115	NaN	27.8	23.7	23.4	24.9	24.3	23.9	23.3	23.8	27.985	26.030	23.6	23.6	903.0940
10624	53120	NaN	27.8	23.7	23.4	24.9	24.3	23.9	23.3	23.8	27.985	26.030	23.6	23.6	902.4845
10625	53125	NaN	27.8	23.7	23.4	24.9	24.3	23.9	23.3	23.8	27.985	25.935	23.6	23.6	901.8750

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows